Functional earth model parameterization for resistivity inversion
An example method for modeling a geological formation includes receiving a set of measurements from an electromagnetic logging tool and representing at least one characteristic of the geological formation as at least one continuous spatial function. At least one coefficient of the at least one continuous spatial function may be determined based, at least in part, on the set of measurements. At least one characteristic of the geological formation may be determined based, at least in part, on the at least one continuous spatial function.
1. A method for modeling a geological formation, comprising:
receiving a set of measurements from an electromagnetic logging tool;
representing at least one characteristic of the geological formation as at least one continuous spatial function, wherein the at least one continuous spatial function comprises one or more two-dimensional spline meshes, wherein one or more nodes of the at least one continuous spatial function is associated with at least one of the one or more two-dimension spline meshes;
determining based on the set of measurements at least one coefficient of at least one node of the one or more nodes associated with the at least one of the one or more two-dimensional spline meshes based, at least in part, on the set of measurements;
generating a model based on a weighted sum of the at least one coefficient and one or more coefficients of one or more adjacent nodes to the at least one node;
determining at least one characteristic of the geological formation based, at least in part, on the at least one continuous spatial function;
solving the at least one coefficient with a misfit functional;
detecting that a determination of the misfit functional does not satisfy a threshold for a degree of success with which the at least one continuous spatial function represents the geological formation; and
in response to the detecting, selecting an alternative continuous spatial function to represent the at least one characteristic of the geological formation, to achieve a higher degree of success as compared to the at least one continuous spatial function in representing the geological formation.
2. The method of claim 1 , wherein the electromagnetic logging tool comprises an induction logging tool.
3. The method of claim 1 , further comprising steering a drilling assembly based, at least in part, on the determined at least one characteristic of geological formation.
4. The method of claim 1 , wherein the at least one characteristic of the geological formation comprises at least one of distance to bed boundary, resistivity, horizontal resistivity, vertical resistivity, anisotropy ratio, permittivity, and chargeability.
5. The method of claim 1 , wherein determining at least one coefficient of the at least one continuous spatial function based, at least in part, on the set of measurements comprises determining at least one coefficient of the at least one continuous spatial function based, at least in part, on an inversion of the set of measurements.
6. The method of claim 1 , wherein determining at least one characteristic of the geological formation based, at least in part, on the at least one continuous spatial function comprises determining at least one characteristic of the geological formation by evaluating the at least one continuous spatial function corresponding to the at least one characteristic.
7. The method of claim 6 , wherein determining at least one characteristic of the geological formation by evaluating the at least one continuous spatial function corresponding to the at least one characteristic comprises generating at least one of a one-dimensional, two-dimensional, and three-dimensional formation model by evaluating the at least one continuous spatial function.
8. The method of claim 1 , further comprising determining at least one coefficient characterizing a fault to which at least one of the at least one continuous spatial function is knotted.
9. The method of claim 1 , wherein receiving the set of measurements from an electromagnetic logging tool comprises receiving at least one of resistivity, conductivity, permittivity, permeability, chargeability, and distance to bed boundary measurements generated within the geological formation.
10. A non-transitory computer readable medium comprising a set of instructions that, when executed by a processor of a computer, cause the processor to:
receive a set of measurements from an electromagnetic logging tool;
represent at least one characteristic of a geological formation as at least one continuous spatial function, wherein the at least one continuous spatial function comprises one or more two-dimensional spline meshes, wherein one or more nodes of the at least one continuous spatial function is associated with at least one of the one or more two-dimension spline meshes; and
determine based on the set of measurements one or more coefficients of at least one node of the one or more nodes associated with the at least one of the one or more two-dimensional spline meshes based, at least in part, on the set of measurements;
generate a model based on a weighted sum of at least one coefficient and one or more coefficients of one or more adjacent nodes to the at least one node; and
determine a characteristic of the geological formation based, at least in part, on the at least one continuous spatial function;
solving the at least one coefficient with a misfit functional;
detecting that a determination of the misfit functional does not satisfy a threshold for a degree of success with which the at least one continuous spatial function represents the geological formation; and
in response to the detecting, selecting an alternative continuous spatial function to represent the at least one characteristic of the geological formation, to achieve a higher degree of success as compared to the at least one continuous spatial function in representing the geological formation.
11. The non-transitory computer readable medium of claim 10 , wherein the electromagnetic logging tool comprises an induction logging tool.
12. The non-transitory computer readable medium of claim 10 , wherein the set of instructions further cause the processor to steer a drilling assembly based, at least in part, on the determined characteristic of the geological formation.
13. The non-transitory computer readable medium of claim 10 , wherein the at least one characteristic of the geological formation comprises at least one of distance to bed boundary, resistivity, horizontal resistivity, vertical resistivity, anisotropy ratio, permittivity, and chargeability.
14. The non-transitory computer readable medium of claim 10 , wherein the set of instructions that cause the processor to determine at least one coefficient of the at least one continuous spatial function based, at least in part, on the set of measurements further causes the processor to determine at least one coefficient of the at least one continuous spatial function based, at least in part, on an inversion of the set of measurements.
15. The non-transitory computer readable medium of claim 10 , wherein the set of instructions that cause the processor to determine at least one characteristic of the geological formation based, at least in part, on the at least one continuous spatial function further causes the processor to determine at least one characteristic of the geological formation by evaluating the at least one continuous spatial function corresponding to the at least one characteristic.
16. The non-transitory computer readable medium of claim 15 , wherein the set of instructions that cause the processor to determine at least one characteristic of the geological formation by evaluating the at least one continuous spatial function corresponding to the at least one characteristic further cause the processor to generate at least one of a one-dimensional, two-dimensional, and three-dimensional formation model by evaluating the at least one continuous spatial function.
17. The non-transitory computer readable medium of claim 10 , wherein the set of instructions further cause the processor to determine at least one coefficient characterizing a fault to which at least one of the at least one continuous spatial function are knotted.
18. The non-transitory computer readable medium of claim 10 , wherein the set of instructions that cause the processor to receive the set of measurements from an electromagnetic logging tool further causes the processor to receive at least one of resistivity, conductivity, permittivity, permeability, chargeability, and distance to bed boundary measurements generated within the geological formation.